{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "8da23f18",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<PIL.JpegImagePlugin.JpegImageFile image mode=RGB size=725x725 at 0x7FCFC2B33940>\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ker: tensor([[[[-1., -1., -1., -1., -1.],\n",
      "          [-1., -1., -1., -1., -1.],\n",
      "          [-1., -1., 24., -1., -1.],\n",
      "          [-1., -1., -1., -1., -1.],\n",
      "          [-1., -1., -1., -1., -1.]]]])\n",
      "卷积后的尺寸： torch.Size([2, 721, 721])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "tensor([[[[-1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00],\n",
       "          [-1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00],\n",
       "          [-1.0000e+00, -1.0000e+00,  2.4000e+01, -1.0000e+00, -1.0000e+00],\n",
       "          [-1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00],\n",
       "          [-1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00]]],\n",
       "\n",
       "\n",
       "        [[[-4.3727e-02,  1.7655e-01,  1.1442e-01, -1.6938e-01,  1.3654e-02],\n",
       "          [-6.0242e-02, -5.3097e-02, -1.8000e-01,  3.1120e-03, -7.3150e-02],\n",
       "          [-6.3615e-02, -1.8106e-01, -1.6168e-01, -7.0821e-02,  1.9058e-01],\n",
       "          [ 1.4187e-01,  9.7101e-02,  1.0787e-01, -2.5668e-02, -8.1605e-02],\n",
       "          [-6.9252e-02,  9.9410e-03,  1.9195e-01,  1.9426e-01, -5.7952e-02]]]])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## 图像卷积运算-灰化处理\n",
    "import torch\n",
    "import torch.nn as nn\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import numpy as np\n",
    "\n",
    "## 导入 图片\n",
    "myim = Image.open(\"jsonde.JPG\")\n",
    "print(myim)\n",
    "\n",
    "# Numpy数组\n",
    "myimgray  = np.array(myim.convert(\"L\"),dtype = np.float32)\n",
    "# 可视化\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.imshow(myimgray,cmap=plt.cm.gray)\n",
    "plt.axis(\"off\")\n",
    "plt.show()\n",
    "\n",
    "## 将数组转换为张量\n",
    "imh,imw = myimgray.shape\n",
    "myimgray_t = torch.from_numpy(myimgray.reshape(1,1,imh,imw))\n",
    "myimgray_t.shape\n",
    "\n",
    "## 对灰度图像进行卷积提取图像轮廓\n",
    "kersize = 5 ## 定义边缘检测卷积核，并将纬度处理为 1*1*5*5\n",
    "ker = torch.ones(kersize,kersize,dtype = torch.float32)*-1\n",
    "ker[2,2] = 24\n",
    "ker = ker.reshape((1,1,kersize,kersize))\n",
    "## 进行卷积操作\n",
    "conv2d = nn.Conv2d(1,2,(kersize,kersize),bias = False)\n",
    "## 查看设置卷积时使用的核\n",
    "print(\"查看设置卷积时使用的核:\",ker)\n",
    "## 设置\n",
    "conv2d.weight.data[0] = ker\n",
    "## 对灰度图像进行卷积操作\n",
    "imconv2dout = conv2d(myimgray_t)\n",
    "## 对卷积后的输出，进行纬度压缩\n",
    "imconv2dout_im = imconv2dout.data.squeeze()\n",
    "print(\"卷积后的尺寸：\",imconv2dout_im.shape)\n",
    "## 可视化卷积后的图像\n",
    "plt.figure(figsize = (12,6))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(imconv2dout_im[0],cmap=plt.cm.gray)\n",
    "plt.axis(\"off\")\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(imconv2dout_im[1],cmap=plt.cm.gray)\n",
    "plt.axis(\"off\")\n",
    "plt.show()\n",
    "conv2d.weight.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "236a2f67",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[[[-1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00],\n",
       "          [-1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00],\n",
       "          [-1.0000e+00, -1.0000e+00,  2.4000e+01, -1.0000e+00, -1.0000e+00],\n",
       "          [-1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00],\n",
       "          [-1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00, -1.0000e+00]]],\n",
       "\n",
       "\n",
       "        [[[ 1.3371e-01,  1.5174e-01, -1.5877e-02, -1.0102e-01, -7.6836e-02],\n",
       "          [-1.8193e-01,  1.1016e-01, -1.6642e-02,  3.8072e-04,  2.4096e-02],\n",
       "          [-1.9168e-01,  1.9089e-02, -1.6835e-01, -1.4799e-01, -2.2624e-02],\n",
       "          [-5.4148e-03, -3.6127e-02,  6.9792e-02, -1.1262e-01,  1.2736e-01],\n",
       "          [ 1.2085e-01, -1.5459e-02,  3.7623e-03, -9.3159e-02,  1.2458e-01]]]])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "conv2d.weight.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "184fd09b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "卷积后尺寸: torch.Size([2, 721, 721])\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 定义边缘检测卷积核,并纬度处理为1*1*5*5\n",
    "kersize = 5\n",
    "ker = torch.ones(kersize,kersize,dtype=torch.float32)*-1\n",
    "ker[2,2] = 24\n",
    "ker = ker.reshape((1,1,kersize,kersize))\n",
    "## 进行卷积操作\n",
    "conv2d = nn.Conv2d(1,2,(kersize,kersize),bias = False)\n",
    "## 设置卷积时使用的核,第一个核使用边缘检测核\n",
    "conv2d.weight.data[0] = ker\n",
    "## 对灰度图像进行卷积操作\n",
    "imconv2dout = conv2d(myimgray_t)\n",
    "## 对卷积后的输出进行维度压缩\n",
    "imconv2dout_im = imconv2dout.data.squeeze()\n",
    "print(\"卷积后尺寸:\",imconv2dout_im.shape)\n",
    "\n",
    "## 可视化卷积后的图像\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(imconv2dout_im[0],cmap=plt.cm.gray)\n",
    "plt.axis(\"off\")\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(imconv2dout_im[1],cmap=plt.cm.gray)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "5366ef4d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([2, 721, 721])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "imconv2dout_im.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a1e973c9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 对卷积后的结果进行最大值池化\n",
    "maxpool2 = nn.MaxPool2d(2,stride=2)\n",
    "pool2_out = maxpool2(imconv2dout)\n",
    "pool2_out_im = pool2_out.squeeze()\n",
    "pool2_out.shape\n",
    "\n",
    "## 可视化最大值池化后的结果\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(pool2_out_im[0].data,cmap=plt.cm.gray)\n",
    "plt.axis(\"off\")\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(pool2_out_im[1].data,cmap=plt.cm.gray)\n",
    "plt.axis(\"off\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "59fb2b7d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 对卷积后的结果进行平均值池化\n",
    "avgpool2 = nn.AvgPool2d(2,stride=2)\n",
    "pool2_out = avgpool2(imconv2dout)\n",
    "pool2_out_im = pool2_out.squeeze()\n",
    "pool2_out.shape\n",
    "\n",
    "## 可视化平均值池化后的结果\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(pool2_out_im[0].data,cmap=plt.cm.gray)\n",
    "plt.axis(\"off\")\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(pool2_out_im[1].data,cmap=plt.cm.gray)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c41b26b4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "## 对卷积后的结果进行自适应平均值池化\n",
    "AdaAvgpool2 = nn.AdaptiveAvgPool2d(output_size = (100,100))\n",
    "pool2_out = AdaAvgpool2(imconv2dout)\n",
    "pool2_out_im = pool2_out.squeeze()\n",
    "pool2_out.shape\n",
    "\n",
    "## 可视化自适应平均值池化后的结果\n",
    "plt.figure(figsize=(12,6))\n",
    "plt.subplot(1,2,1)\n",
    "plt.imshow(pool2_out_im[0].data,cmap=plt.cm.gray)\n",
    "plt.axis(\"off\")\n",
    "plt.subplot(1,2,2)\n",
    "plt.imshow(pool2_out_im[1].data,cmap=plt.cm.gray)\n",
    "plt.axis(\"off\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "7222f125",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x216 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "### 激活函数\n",
    "x = torch.linspace(-6,6,100)\n",
    "## Sigmoid激活函数\n",
    "sigmoid = nn.Sigmoid()\n",
    "ysigmoid = sigmoid(x)\n",
    "## Tanh激活函数\n",
    "tanh = nn.Tanh()\n",
    "ytanh = tanh(x)\n",
    "## ReLU激活函数\n",
    "relu = nn.ReLU()\n",
    "yrelu = relu(x)\n",
    "## Softplus激活函数\n",
    "softplus = nn.Softplus()\n",
    "ysoftplus = softplus(x)\n",
    "\n",
    "## 可视化激活函数\n",
    "plt.figure(figsize=(14,3))\n",
    "plt.subplot(1,4,1)\n",
    "plt.plot(x.data.numpy(),ysigmoid.data.numpy(),\"r-\")\n",
    "plt.title(\"Sigmoid\")\n",
    "plt.grid()\n",
    "plt.subplot(1,4,2)\n",
    "plt.plot(x.data.numpy(),ytanh.data.numpy(),\"r-\")\n",
    "plt.title(\"Tanh\")\n",
    "plt.grid()\n",
    "plt.subplot(1,4,3)\n",
    "plt.plot(x.data.numpy(),yrelu.data.numpy(),\"r-\")\n",
    "plt.title(\"Relu\")\n",
    "plt.grid()\n",
    "plt.subplot(1,4,4)\n",
    "plt.plot(x.data.numpy(),ysoftplus.data.numpy(),\"r-\")\n",
    "plt.title(\"Softplus\")\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "825b884e",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
